[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-elastic-elasticsearch-onboarding":3,"mdc-zho83u-key":34,"related-repo-elastic-elasticsearch-onboarding":223,"related-org-elastic-elasticsearch-onboarding":318},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":11,"stars":23,"repoUrl":24,"updatedAt":25,"license":26,"forks":27,"topics":28,"repo":29,"sourceUrl":32,"mdContent":33},"elasticsearch-onboarding","guide Elasticsearch search experience development","Help developers new to Elasticsearch get from zero to a working search experience. Guide them through understanding their intent, mapping their data, and building a search experience with best practices baked in. Use this when the user shows intent to build search-related functionality, asks about Elasticsearch-related concepts for their use case, or expresses the need for help getting started with Elasticsearch.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"elastic","Elastic","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Felastic.png",[12,16,17,20],{"name":13,"slug":14,"type":15},"Onboarding","onboarding","tag",{"name":9,"slug":8,"type":15},{"name":18,"slug":19,"type":15},"Search","search",{"name":21,"slug":22,"type":15},"Elasticsearch","elasticsearch",531,"https:\u002F\u002Fgithub.com\u002Felastic\u002Fagent-skills","2026-07-12T07:47:37.64622",null,41,[],{"repoUrl":24,"stars":23,"forks":27,"topics":30,"description":31},[],"Official Elastic Skills","https:\u002F\u002Fgithub.com\u002Felastic\u002Fagent-skills\u002Ftree\u002FHEAD\u002Fplugins\u002Felasticsearch\u002Fskills\u002Felasticsearch-onboarding","---\nname: elasticsearch-onboarding\ndescription: >\n  Help developers new to Elasticsearch get from zero to a working search experience.\n  Guide them through understanding their intent, mapping their data, and building\n  a search experience with best practices baked in. Use this when the user shows intent\n  to build search-related functionality, asks about Elasticsearch-related concepts\n  for their use case, or expresses the need for help getting started with Elasticsearch.\ncompatibility: Elasticsearch 9.x\nmetadata:\n  author: elastic\n  version: 0.1.0\n---\n\n# Elastic Developer Guide\n\nYou are an Elasticsearch solutions architect working alongside the developer. Your job is to guide developers from \"I\nwant search\" to a working search experience — understanding their intent, recommending the right approach, and\ngenerating tested, production-ready code. Use the conversation playbook in\n[references\u002Felasticsearch-onboarding-playbook.md](references\u002Felasticsearch-onboarding-playbook.md) to structure the\nconversation. Always ask one question at a time, listen for signals, and adapt your recommendations to their specific\nuse case and data shape.\n\n## Examples\n\nExample user intents that should trigger this skill:\n\n- \"I want to build a search experience for my e-commerce site\"\n- \"How do I get started with Elasticsearch?\"\n- \"What are the best practices for building a search experience?\"\n- \"Can you help me understand how to model my data for search?\"\n- \"How do I build a vector database?\"\n- \"I want to build a RAG pipeline with Elasticsearch\"\n- \"How do I use EIS for embeddings?\"\n- \"How do I connect an LLM to Elasticsearch?\"\n- \"How do I do kNN search in Elasticsearch?\"\n- \"How do I use ELSER for semantic search?\"\n- \"How do I set up the Elasticsearch MCP?\"\n- \"How do I combine keyword and vector results with RRF?\"\n- \"I want NLP-powered search\"\n- \"What's the difference between BM25 and vector search?\"\n- \"Can I use ES|QL to query my data?\"\n\n## Guidelines\n\n- Ask one question at a time, then wait.\n- Only generate code once the user confirms the approach and the mapping.\n- Use the Synonyms API for synonym management, not a custom-built solution.\n- Always use a versioned index name + alias (e.g. `products_v1` + `products_current`) and explain why.\n- Explain decisions briefly, assume the user does not understand Elasticsearch yet.\n- Always go through the mapping walkthrough — it's the most expensive thing to change later.\n- Ask what programming language the user wants to use, don't assume.\n- Avoid generating code with deprecated APIs. If you must use a deprecated API for some reason, explain why and warn\n  about future compatibility issues.\n",{"data":35,"body":39},{"name":4,"description":6,"compatibility":36,"metadata":37},"Elasticsearch 9.x",{"author":8,"version":38},"0.1.0",{"type":40,"children":41},"root",[42,51,65,72,77,157,163],{"type":43,"tag":44,"props":45,"children":47},"element","h1",{"id":46},"elastic-developer-guide",[48],{"type":49,"value":50},"text","Elastic Developer Guide",{"type":43,"tag":52,"props":53,"children":54},"p",{},[55,57,63],{"type":49,"value":56},"You are an Elasticsearch solutions architect working alongside the developer. Your job is to guide developers from \"I\nwant search\" to a working search experience — understanding their intent, recommending the right approach, and\ngenerating tested, production-ready code. Use the conversation playbook in\n",{"type":43,"tag":58,"props":59,"children":61},"a",{"href":60},"references\u002Felasticsearch-onboarding-playbook.md",[62],{"type":49,"value":60},{"type":49,"value":64}," to structure the\nconversation. Always ask one question at a time, listen for signals, and adapt your recommendations to their specific\nuse case and data shape.",{"type":43,"tag":66,"props":67,"children":69},"h2",{"id":68},"examples",[70],{"type":49,"value":71},"Examples",{"type":43,"tag":52,"props":73,"children":74},{},[75],{"type":49,"value":76},"Example user intents that should trigger this skill:",{"type":43,"tag":78,"props":79,"children":80},"ul",{},[81,87,92,97,102,107,112,117,122,127,132,137,142,147,152],{"type":43,"tag":82,"props":83,"children":84},"li",{},[85],{"type":49,"value":86},"\"I want to build a search experience for my e-commerce site\"",{"type":43,"tag":82,"props":88,"children":89},{},[90],{"type":49,"value":91},"\"How do I get started with Elasticsearch?\"",{"type":43,"tag":82,"props":93,"children":94},{},[95],{"type":49,"value":96},"\"What are the best practices for building a search experience?\"",{"type":43,"tag":82,"props":98,"children":99},{},[100],{"type":49,"value":101},"\"Can you help me understand how to model my data for search?\"",{"type":43,"tag":82,"props":103,"children":104},{},[105],{"type":49,"value":106},"\"How do I build a vector database?\"",{"type":43,"tag":82,"props":108,"children":109},{},[110],{"type":49,"value":111},"\"I want to build a RAG pipeline with Elasticsearch\"",{"type":43,"tag":82,"props":113,"children":114},{},[115],{"type":49,"value":116},"\"How do I use EIS for embeddings?\"",{"type":43,"tag":82,"props":118,"children":119},{},[120],{"type":49,"value":121},"\"How do I connect an LLM to Elasticsearch?\"",{"type":43,"tag":82,"props":123,"children":124},{},[125],{"type":49,"value":126},"\"How do I do kNN search in Elasticsearch?\"",{"type":43,"tag":82,"props":128,"children":129},{},[130],{"type":49,"value":131},"\"How do I use ELSER for semantic search?\"",{"type":43,"tag":82,"props":133,"children":134},{},[135],{"type":49,"value":136},"\"How do I set up the Elasticsearch MCP?\"",{"type":43,"tag":82,"props":138,"children":139},{},[140],{"type":49,"value":141},"\"How do I combine keyword and vector results with RRF?\"",{"type":43,"tag":82,"props":143,"children":144},{},[145],{"type":49,"value":146},"\"I want NLP-powered search\"",{"type":43,"tag":82,"props":148,"children":149},{},[150],{"type":49,"value":151},"\"What's the difference between BM25 and vector search?\"",{"type":43,"tag":82,"props":153,"children":154},{},[155],{"type":49,"value":156},"\"Can I use ES|QL to query my data?\"",{"type":43,"tag":66,"props":158,"children":160},{"id":159},"guidelines",[161],{"type":49,"value":162},"Guidelines",{"type":43,"tag":78,"props":164,"children":165},{},[166,171,176,181,203,208,213,218],{"type":43,"tag":82,"props":167,"children":168},{},[169],{"type":49,"value":170},"Ask one question at a time, then wait.",{"type":43,"tag":82,"props":172,"children":173},{},[174],{"type":49,"value":175},"Only generate code once the user confirms the approach and the mapping.",{"type":43,"tag":82,"props":177,"children":178},{},[179],{"type":49,"value":180},"Use the Synonyms API for synonym management, not a custom-built solution.",{"type":43,"tag":82,"props":182,"children":183},{},[184,186,193,195,201],{"type":49,"value":185},"Always use a versioned index name + alias (e.g. ",{"type":43,"tag":187,"props":188,"children":190},"code",{"className":189},[],[191],{"type":49,"value":192},"products_v1",{"type":49,"value":194}," + ",{"type":43,"tag":187,"props":196,"children":198},{"className":197},[],[199],{"type":49,"value":200},"products_current",{"type":49,"value":202},") and explain why.",{"type":43,"tag":82,"props":204,"children":205},{},[206],{"type":49,"value":207},"Explain decisions briefly, assume the user does not understand Elasticsearch yet.",{"type":43,"tag":82,"props":209,"children":210},{},[211],{"type":49,"value":212},"Always go through the mapping walkthrough — it's the most expensive thing to change later.",{"type":43,"tag":82,"props":214,"children":215},{},[216],{"type":49,"value":217},"Ask what programming language the user wants to use, don't assume.",{"type":43,"tag":82,"props":219,"children":220},{},[221],{"type":49,"value":222},"Avoid generating code with deprecated APIs. If you must use a deprecated API for some reason, explain why and warn\nabout future compatibility issues.",{"items":224,"total":317},[225,242,254,264,279,291,306],{"slug":226,"name":226,"fn":227,"description":228,"org":229,"tags":230,"stars":23,"repoUrl":24,"updatedAt":241},"cloud-access-management","manage Elastic Cloud organization access","Manage Elastic Cloud organization access: invite users, assign roles to Serverless projects, and create or revoke Cloud API keys. Use when granting, modifying, or auditing user access.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[231,234,235,238],{"name":232,"slug":233,"type":15},"Cloud","cloud",{"name":9,"slug":8,"type":15},{"name":236,"slug":237,"type":15},"Operations","operations",{"name":239,"slug":240,"type":15},"Permissions","permissions","2026-07-12T07:46:44.946285",{"slug":243,"name":243,"fn":244,"description":245,"org":246,"tags":247,"stars":23,"repoUrl":24,"updatedAt":253},"cloud-create-project","create Elastic Cloud Serverless projects","Creates Elastic Cloud Serverless projects (Elasticsearch, Observability, or Security) via the REST API, saves credentials to file, and bootstraps a scoped Elasticsearch API key. Use when creating a new serverless project, provisioning a search or observability environment, or spinning up a new Elastic Cloud project.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[248,249,252],{"name":232,"slug":233,"type":15},{"name":250,"slug":251,"type":15},"Deployment","deployment",{"name":21,"slug":22,"type":15},"2026-07-12T07:46:42.353362",{"slug":255,"name":255,"fn":256,"description":257,"org":258,"tags":259,"stars":23,"repoUrl":24,"updatedAt":263},"cloud-manage-project","manage Elastic Cloud Serverless projects","Manages existing Elastic Cloud Serverless projects: list, get, update, delete, reset credentials, resume, and load saved credentials. Connects to existing projects by resolving endpoints and acquiring scoped Elasticsearch API keys. Use when performing day-2 operations on serverless projects, connecting to an existing project, loading or resetting project credentials, or looking up project details.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[260,261,262],{"name":232,"slug":233,"type":15},{"name":21,"slug":22,"type":15},{"name":236,"slug":237,"type":15},"2026-07-12T07:46:41.097412",{"slug":265,"name":265,"fn":266,"description":267,"org":268,"tags":269,"stars":23,"repoUrl":24,"updatedAt":278},"cloud-network-security","manage Elastic Cloud network security","Manage Serverless network security (traffic filters): create, update, and delete IP filters and AWS PrivateLink VPC filters. Use when restricting network access or configuring private connectivity.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[270,271,272,275],{"name":232,"slug":233,"type":15},{"name":21,"slug":22,"type":15},{"name":273,"slug":274,"type":15},"Networking","networking",{"name":276,"slug":277,"type":15},"Security","security","2026-07-12T07:46:43.675992",{"slug":280,"name":280,"fn":281,"description":282,"org":283,"tags":284,"stars":23,"repoUrl":24,"updatedAt":290},"cloud-setup","configure Elastic Cloud authentication","Configures Elastic Cloud authentication and environment defaults. Use when setting up EC_API_KEY, configuring Cloud API access, or when another cloud skill requires credentials.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[285,288,289],{"name":286,"slug":287,"type":15},"Authentication","authentication",{"name":232,"slug":233,"type":15},{"name":21,"slug":22,"type":15},"2026-07-12T07:46:39.783105",{"slug":292,"name":292,"fn":293,"description":294,"org":295,"tags":296,"stars":23,"repoUrl":24,"updatedAt":305},"elasticsearch-audit","configure Elasticsearch security audit logs","Enable, configure, and query Elasticsearch security audit logs. Use when the task involves audit logging setup, event filtering, or investigating security incidents like failed logins.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[297,300,301,304],{"name":298,"slug":299,"type":15},"Audit","audit",{"name":21,"slug":22,"type":15},{"name":302,"slug":303,"type":15},"Logs","logs",{"name":276,"slug":277,"type":15},"2026-07-12T07:47:35.092599",{"slug":307,"name":307,"fn":308,"description":309,"org":310,"tags":311,"stars":23,"repoUrl":24,"updatedAt":316},"elasticsearch-authn","configure Elasticsearch authentication realms","Authenticate to Elasticsearch using native, file-based, LDAP\u002FAD, SAML, OIDC, Kerberos, JWT, or certificate realms. Use when connecting with credentials, choosing a realm, or managing API keys. Assumes the target realms are already configured.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[312,313,314,315],{"name":286,"slug":287,"type":15},{"name":9,"slug":8,"type":15},{"name":21,"slug":22,"type":15},{"name":276,"slug":277,"type":15},"2026-07-12T07:47:41.474547",35,{"items":319,"total":441},[320,339,356,369,376,382,388,395,401,408,415,428],{"slug":321,"name":321,"fn":322,"description":323,"org":324,"tags":325,"stars":336,"repoUrl":337,"updatedAt":338},"accessing-benchmark-results","retrieve and analyze Rally benchmark results","Retrieve Rally benchmark results from an external Elasticsearch metrics store. Use to list past races, get a single race's overall (per-task) results, chart a metric's trend across multiple runs, compare two races, or check whether a run converged — e.g. \"show me recent geonames races\", \"what's the service_time trend for nyc_taxis over the last 30 days?\", \"compare these two race-ids\". Applies when datastore.type = elasticsearch is set in ~\u002F.rally\u002Frally.ini.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[326,329,332,333],{"name":327,"slug":328,"type":15},"Analytics","analytics",{"name":330,"slug":331,"type":15},"Data Analysis","data-analysis",{"name":9,"slug":8,"type":15},{"name":334,"slug":335,"type":15},"Performance","performance",2027,"https:\u002F\u002Fgithub.com\u002Felastic\u002Frally","2026-07-12T07:46:38.54144",{"slug":340,"name":340,"fn":341,"description":342,"org":343,"tags":344,"stars":336,"repoUrl":337,"updatedAt":355},"developing-rally","develop and debug Rally source code","Work on Rally's own codebase, not running benchmarks with it. Use when setting up the dev environment, running Rally's tests or linters, navigating its source, debugging Rally's own code, or making changes to Rally itself.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[345,348,349,352],{"name":346,"slug":347,"type":15},"Debugging","debugging",{"name":9,"slug":8,"type":15},{"name":350,"slug":351,"type":15},"Engineering","engineering",{"name":353,"slug":354,"type":15},"Local Development","local-development","2026-07-12T07:46:35.976807",{"slug":357,"name":357,"fn":358,"description":359,"org":360,"tags":361,"stars":336,"repoUrl":337,"updatedAt":368},"running-benchmarks","run Rally benchmarks against Elasticsearch","Run Rally benchmarks (races) against Elasticsearch — an existing\u002Fexternal cluster or a Rally-provisioned distribution — and read the summary report. Use when running a race (any pipeline, track, challenge, target-hosts, or auth) or when interpreting throughput, latency, and service_time results.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[362,363,364,365],{"name":9,"slug":8,"type":15},{"name":21,"slug":22,"type":15},{"name":334,"slug":335,"type":15},{"name":366,"slug":367,"type":15},"Testing","testing","2026-07-12T07:46:37.277964",{"slug":226,"name":226,"fn":227,"description":228,"org":370,"tags":371,"stars":23,"repoUrl":24,"updatedAt":241},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[372,373,374,375],{"name":232,"slug":233,"type":15},{"name":9,"slug":8,"type":15},{"name":236,"slug":237,"type":15},{"name":239,"slug":240,"type":15},{"slug":243,"name":243,"fn":244,"description":245,"org":377,"tags":378,"stars":23,"repoUrl":24,"updatedAt":253},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[379,380,381],{"name":232,"slug":233,"type":15},{"name":250,"slug":251,"type":15},{"name":21,"slug":22,"type":15},{"slug":255,"name":255,"fn":256,"description":257,"org":383,"tags":384,"stars":23,"repoUrl":24,"updatedAt":263},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[385,386,387],{"name":232,"slug":233,"type":15},{"name":21,"slug":22,"type":15},{"name":236,"slug":237,"type":15},{"slug":265,"name":265,"fn":266,"description":267,"org":389,"tags":390,"stars":23,"repoUrl":24,"updatedAt":278},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[391,392,393,394],{"name":232,"slug":233,"type":15},{"name":21,"slug":22,"type":15},{"name":273,"slug":274,"type":15},{"name":276,"slug":277,"type":15},{"slug":280,"name":280,"fn":281,"description":282,"org":396,"tags":397,"stars":23,"repoUrl":24,"updatedAt":290},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[398,399,400],{"name":286,"slug":287,"type":15},{"name":232,"slug":233,"type":15},{"name":21,"slug":22,"type":15},{"slug":292,"name":292,"fn":293,"description":294,"org":402,"tags":403,"stars":23,"repoUrl":24,"updatedAt":305},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[404,405,406,407],{"name":298,"slug":299,"type":15},{"name":21,"slug":22,"type":15},{"name":302,"slug":303,"type":15},{"name":276,"slug":277,"type":15},{"slug":307,"name":307,"fn":308,"description":309,"org":409,"tags":410,"stars":23,"repoUrl":24,"updatedAt":316},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[411,412,413,414],{"name":286,"slug":287,"type":15},{"name":9,"slug":8,"type":15},{"name":21,"slug":22,"type":15},{"name":276,"slug":277,"type":15},{"slug":416,"name":416,"fn":417,"description":418,"org":419,"tags":420,"stars":23,"repoUrl":24,"updatedAt":427},"elasticsearch-authz","manage Elasticsearch RBAC and security roles","Manage Elasticsearch RBAC: native users, roles, role mappings, document- and field-level security. Use when creating users or roles, assigning privileges, or mapping external realms like LDAP\u002FSAML.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[421,422,423,426],{"name":9,"slug":8,"type":15},{"name":21,"slug":22,"type":15},{"name":424,"slug":425,"type":15},"RBAC","rbac",{"name":276,"slug":277,"type":15},"2026-07-12T07:47:36.394177",{"slug":429,"name":429,"fn":430,"description":431,"org":432,"tags":433,"stars":23,"repoUrl":24,"updatedAt":440},"elasticsearch-esql","query Elasticsearch data with ES|QL","Execute ES|QL (Elasticsearch Query Language) queries, use when the user wants to query Elasticsearch data, analyze logs, aggregate metrics, explore data, or create charts and dashboards from ES|QL results.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[434,435,436,437],{"name":327,"slug":328,"type":15},{"name":330,"slug":331,"type":15},{"name":21,"slug":22,"type":15},{"name":438,"slug":439,"type":15},"SQL","sql","2026-07-12T07:47:40.249533",86]